Data Analysis Report

Dataset statistics

Number of variables	12
Number of observations	39098
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.6 MiB
Average record size in memory	96.0 B

Variable types

Numeric	8
Categorical	3
Boolean	1

Alerts

`cb_person_cred_hist_length` is highly overall correlated with `person_age`	High correlation
`cb_person_default_on_file` is highly overall correlated with `loan_grade` and 1 other fields	High correlation
`loan_amnt` is highly overall correlated with `loan_percent_income`	High correlation
`loan_grade` is highly overall correlated with `cb_person_default_on_file` and 1 other fields	High correlation
`loan_int_rate` is highly overall correlated with `cb_person_default_on_file` and 1 other fields	High correlation
`loan_percent_income` is highly overall correlated with `loan_amnt`	High correlation
`person_age` is highly overall correlated with `cb_person_cred_hist_length`	High correlation
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`person_emp_length` has 5105 (13.1%) zeros	Zeros

Reproduction

Analysis started	2024-10-05 07:34:34.287825
Analysis finished	2024-10-05 07:34:44.338338
Duration	10.05 seconds
Software version	ydata-profiling vv4.10.0
Download configuration	config.json

id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	39098
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78193.5

Minimum	58645
Maximum	97742
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	305.6 KiB

Quantile statistics

Minimum	58645
5-th percentile	60599.85
Q1	68419.25
median	78193.5
Q3	87967.75
95-th percentile	95787.15
Maximum	97742
Range	39097
Interquartile range (IQR)	19548.5

Descriptive statistics

Standard deviation	11286.765
Coefficient of variation (CV)	0.14434403
Kurtosis	-1.2
Mean	78193.5
Median Absolute Deviation (MAD)	9774.5
Skewness	0
Sum	3.0572095 × 10⁹
Variance	1.2739106 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
97742	1	< 0.1%
58645	1	< 0.1%
58646	1	< 0.1%
58647	1	< 0.1%
58648	1	< 0.1%
58649	1	< 0.1%
58650	1	< 0.1%
58651	1	< 0.1%
58652	1	< 0.1%
58653	1	< 0.1%
Other values (39088)	39088	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
58645	1	< 0.1%
58646	1	< 0.1%
58647	1	< 0.1%
58648	1	< 0.1%
58649	1	< 0.1%
58650	1	< 0.1%
58651	1	< 0.1%
58652	1	< 0.1%
58653	1	< 0.1%
58654	1	< 0.1%

Value	Count	Frequency (%)
97742	1	< 0.1%
97741	1	< 0.1%
97740	1	< 0.1%
97739	1	< 0.1%
97738	1	< 0.1%
97737	1	< 0.1%
97736	1	< 0.1%
97735	1	< 0.1%
97734	1	< 0.1%
97733	1	< 0.1%

person_age
Real number (ℝ)

HIGH CORRELATION

Distinct	52
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.566781

Minimum	20
Maximum	94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	305.6 KiB

Quantile statistics

Minimum	20
5-th percentile	22
Q1	23
median	26
Q3	30
95-th percentile	39
Maximum	94
Range	74
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.0327608
Coefficient of variation (CV)	0.21884168
Kurtosis	5.6744533
Mean	27.566781
Median Absolute Deviation (MAD)	3
Skewness	1.9424885
Sum	1077806
Variance	36.394202
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	5059	12.9%
22	4616	11.8%
24	4305	11.0%
25	3474	8.9%
27	3102	7.9%
26	2578	6.6%
28	2454	6.3%
29	2198	5.6%
30	1531	3.9%
31	1222	3.1%
Other values (42)	8559	21.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	2	< 0.1%
21	1180	3.0%
22	4616	11.8%
23	5059	12.9%
24	4305	11.0%
25	3474	8.9%
26	2578	6.6%
27	3102	7.9%
28	2454	6.3%
29	2198	5.6%

Value	Count	Frequency (%)
94	1	< 0.1%
84	1	< 0.1%
70	11	< 0.1%
69	5	< 0.1%
68	1	< 0.1%
66	8	< 0.1%
65	7	< 0.1%
64	4	< 0.1%
63	1	< 0.1%
62	6	< 0.1%

person_income
Real number (ℝ)

Distinct	2196
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64060.461

Minimum	4000
Maximum	1900000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	305.6 KiB

Quantile statistics

Minimum	4000
5-th percentile	28800
Q1	42000
median	58000
Q3	75885
95-th percentile	120000
Maximum	1900000
Range	1896000
Interquartile range (IQR)	33885

Descriptive statistics

Standard deviation	37955.829
Coefficient of variation (CV)	0.59250009
Kurtosis	337.29215
Mean	64060.461
Median Absolute Deviation (MAD)	17000
Skewness	10.44648
Sum	2.5046359 × 10⁹
Variance	1.4406449 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	2871	7.3%
50000	1974	5.0%
30000	1414	3.6%
40000	1347	3.4%
70000	1175	3.0%
75000	1098	2.8%
45000	1075	2.7%
80000	1053	2.7%
65000	973	2.5%
90000	913	2.3%
Other values (2186)	25205	64.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4000	1	< 0.1%
4200	1	< 0.1%
4800	2	< 0.1%
5700	1	< 0.1%
9600	4	< 0.1%
10000	2	< 0.1%
10008	1	< 0.1%
10200	1	< 0.1%
10800	4	< 0.1%
12000	15	< 0.1%

Value	Count	Frequency (%)
1900000	1	< 0.1%
1782000	1	< 0.1%
1200000	2	< 0.1%
900000	1	< 0.1%
852240	1	< 0.1%
780000	3	< 0.1%
762000	2	< 0.1%
741600	2	< 0.1%
720000	1	< 0.1%
667680	1	< 0.1%

person_home_ownership
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	305.6 KiB

RENT	20280
MORTGAGE	16683
OWN	2056
OTHER	79

Length

Max length	8
Median length	4
Mean length	5.6562228
Min length	3

Characters and Unicode

Total characters	221147
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RENT
2nd row	MORTGAGE
3rd row	RENT
4th row	RENT
5th row	MORTGAGE

Common Values

Value	Count	Frequency (%)
RENT	20280	51.9%
MORTGAGE	16683	42.7%
OWN	2056	5.3%
OTHER	79	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
rent	20280	51.9%
mortgage	16683	42.7%
own	2056	5.3%
other	79	0.2%

Most occurring characters

Value	Count	Frequency (%)
R	37042	16.7%
E	37042	16.7%
T	37042	16.7%
G	33366	15.1%
N	22336	10.1%
O	18818	8.5%
M	16683	7.5%
A	16683	7.5%
W	2056	0.9%
H	79	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	221147	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
R	37042	16.7%
E	37042	16.7%
T	37042	16.7%
G	33366	15.1%
N	22336	10.1%
O	18818	8.5%
M	16683	7.5%
A	16683	7.5%
W	2056	0.9%
H	79	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	221147	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
R	37042	16.7%
E	37042	16.7%
T	37042	16.7%
G	33366	15.1%
N	22336	10.1%
O	18818	8.5%
M	16683	7.5%
A	16683	7.5%
W	2056	0.9%
H	79	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	221147	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
R	37042	16.7%
E	37042	16.7%
T	37042	16.7%
G	33366	15.1%
N	22336	10.1%
O	18818	8.5%
M	16683	7.5%
A	16683	7.5%
W	2056	0.9%
H	79	< 0.1%

person_emp_length
Real number (ℝ)

ZEROS

Distinct	31
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6870684

Minimum	0
Maximum	42
Zeros	5105
Zeros (%)	13.1%
Negative	0
Negative (%)	0.0%
Memory size	305.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	12
Maximum	42
Range	42
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.868395
Coefficient of variation (CV)	0.8253336
Kurtosis	2.0765186
Mean	4.6870684
Median Absolute Deviation (MAD)	2
Skewness	1.1638143
Sum	183255
Variance	14.96448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	5105	13.1%
2	4817	12.3%
3	4393	11.2%
5	3844	9.8%
4	3548	9.1%
6	3423	8.8%
1	3413	8.7%
7	2714	6.9%
8	2034	5.2%
9	1656	4.2%
Other values (21)	4151	10.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5105	13.1%
1	3413	8.7%
2	4817	12.3%
3	4393	11.2%
4	3548	9.1%
5	3844	9.8%
6	3423	8.8%
7	2714	6.9%
8	2034	5.2%
9	1656	4.2%

Value	Count	Frequency (%)
42	1	< 0.1%
31	6	< 0.1%
29	1	< 0.1%
28	3	< 0.1%
26	4	< 0.1%
25	3	< 0.1%
24	8	< 0.1%
23	13	< 0.1%
22	18	< 0.1%
21	45	0.1%

loan_intent
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	305.6 KiB

EDUCATION	8076
MEDICAL	7447
PERSONAL	6815
VENTURE	6632
DEBTCONSOLIDATION	5915

Length

Max length	17
Median length	15
Mean length	9.9623254
Min length	7

Characters and Unicode

Total characters	389507
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	HOMEIMPROVEMENT
2nd row	PERSONAL
3rd row	VENTURE
4th row	DEBTCONSOLIDATION
5th row	HOMEIMPROVEMENT

Common Values

Value	Count	Frequency (%)
EDUCATION	8076	20.7%
MEDICAL	7447	19.0%
PERSONAL	6815	17.4%
VENTURE	6632	17.0%
DEBTCONSOLIDATION	5915	15.1%
HOMEIMPROVEMENT	4213	10.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
education	8076	20.7%
medical	7447	19.0%
personal	6815	17.4%
venture	6632	17.0%
debtconsolidation	5915	15.1%
homeimprovement	4213	10.8%

Most occurring characters

Value	Count	Frequency (%)
E	54156	13.9%
O	41062	10.5%
N	37566	9.6%
I	31566	8.1%
T	30751	7.9%
A	28253	7.3%
D	27353	7.0%
C	21438	5.5%
L	20177	5.2%
M	20086	5.2%
Other values (7)	77099	19.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	389507	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	54156	13.9%
O	41062	10.5%
N	37566	9.6%
I	31566	8.1%
T	30751	7.9%
A	28253	7.3%
D	27353	7.0%
C	21438	5.5%
L	20177	5.2%
M	20086	5.2%
Other values (7)	77099	19.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	389507	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	54156	13.9%
O	41062	10.5%
N	37566	9.6%
I	31566	8.1%
T	30751	7.9%
A	28253	7.3%
D	27353	7.0%
C	21438	5.5%
L	20177	5.2%
M	20086	5.2%
Other values (7)	77099	19.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	389507	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	54156	13.9%
O	41062	10.5%
N	37566	9.6%
I	31566	8.1%
T	30751	7.9%
A	28253	7.3%
D	27353	7.0%
C	21438	5.5%
L	20177	5.2%
M	20086	5.2%
Other values (7)	77099	19.8%

loan_grade
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	305.6 KiB

A	14005
B	13604
C	7460
D	3269
E	637
Other values (2)	123

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	39098
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	C
3rd row	E
4th row	A
5th row	D

Common Values

Value	Count	Frequency (%)
A	14005	35.8%
B	13604	34.8%
C	7460	19.1%
D	3269	8.4%
E	637	1.6%
F	105	0.3%
G	18	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	14005	35.8%
b	13604	34.8%
c	7460	19.1%
d	3269	8.4%
e	637	1.6%
f	105	0.3%
g	18	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	14005	35.8%
B	13604	34.8%
C	7460	19.1%
D	3269	8.4%
E	637	1.6%
F	105	0.3%
G	18	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	39098	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	14005	35.8%
B	13604	34.8%
C	7460	19.1%
D	3269	8.4%
E	637	1.6%
F	105	0.3%
G	18	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	39098	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	14005	35.8%
B	13604	34.8%
C	7460	19.1%
D	3269	8.4%
E	637	1.6%
F	105	0.3%
G	18	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	39098	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	14005	35.8%
B	13604	34.8%
C	7460	19.1%
D	3269	8.4%
E	637	1.6%
F	105	0.3%
G	18	< 0.1%

loan_amnt
Real number (ℝ)

HIGH CORRELATION

Distinct	482
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9251.4662

Minimum	700
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	305.6 KiB

Quantile statistics

Minimum	700
5-th percentile	2500
Q1	5000
median	8000
Q3	12000
95-th percentile	20000
Maximum	35000
Range	34300
Interquartile range (IQR)	7000

Descriptive statistics

Standard deviation	5576.2547
Coefficient of variation (CV)	0.6027428
Kurtosis	1.7847058
Mean	9251.4662
Median Absolute Deviation (MAD)	3000
Skewness	1.204413
Sum	3.6171382 × 10⁸
Variance	31094616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	4706	12.0%
5000	3410	8.7%
6000	3121	8.0%
12000	3026	7.7%
15000	2228	5.7%
8000	2219	5.7%
4000	1596	4.1%
3000	1514	3.9%
7000	1432	3.7%
20000	1181	3.0%
Other values (472)	14665	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
700	1	< 0.1%
900	2	< 0.1%
1000	243	0.6%
1050	2	< 0.1%
1075	1	< 0.1%
1200	119	0.3%
1225	1	< 0.1%
1250	4	< 0.1%
1275	1	< 0.1%
1300	5	< 0.1%

Value	Count	Frequency (%)
35000	119	0.3%
34000	1	< 0.1%
32500	1	< 0.1%
32000	1	< 0.1%
31825	1	< 0.1%
30000	64	0.2%
29700	1	< 0.1%
28000	41	0.1%
27500	1	< 0.1%
27400	1	< 0.1%

loan_int_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	336
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.661216

Minimum	5.42
Maximum	22.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	305.6 KiB

Quantile statistics

Minimum	5.42
5-th percentile	6.03
Q1	7.88
median	10.75
Q3	12.99
95-th percentile	15.65
Maximum	22.11
Range	16.69
Interquartile range (IQR)	5.11

Descriptive statistics

Standard deviation	3.0202196
Coefficient of variation (CV)	0.28329035
Kurtosis	-0.74360836
Mean	10.661216
Median Absolute Deviation (MAD)	2.74
Skewness	0.18534683
Sum	416832.22
Variance	9.1217265
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.99	1412	3.6%
7.51	1356	3.5%
7.88	1162	3.0%
7.49	1080	2.8%
13.49	922	2.4%
7.9	864	2.2%
11.49	853	2.2%
5.42	801	2.0%
11.71	752	1.9%
6.03	721	1.8%
Other values (326)	29175	74.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.42	801	2.0%
5.62	1	< 0.1%
5.65	1	< 0.1%
5.79	478	1.2%
5.83	1	< 0.1%
5.99	364	0.9%
6	6	< 0.1%
6.03	721	1.8%
6.17	273	0.7%
6.39	55	0.1%

Value	Count	Frequency (%)
22.11	2	< 0.1%
22.06	1	< 0.1%
21.74	1	< 0.1%
21.36	1	< 0.1%
21.21	2	< 0.1%
20.89	3	< 0.1%
20.86	1	< 0.1%
20.62	1	< 0.1%
20.53	1	< 0.1%
20.52	1	< 0.1%

loan_percent_income
Real number (ℝ)

HIGH CORRELATION

Distinct	63
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15957328

Minimum	0
Maximum	0.73
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	305.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.04
Q1	0.09
median	0.14
Q3	0.21
95-th percentile	0.34
Maximum	0.73
Range	0.73
Interquartile range (IQR)	0.12

Descriptive statistics

Standard deviation	0.091633397
Coefficient of variation (CV)	0.57424024
Kurtosis	0.71900686
Mean	0.15957328
Median Absolute Deviation (MAD)	0.06
Skewness	0.93909392
Sum	6238.996
Variance	0.0083966795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.13	2248	5.7%
0.1	2100	5.4%
0.08	1930	4.9%
0.17	1870	4.8%
0.07	1792	4.6%
0.11	1751	4.5%
0.09	1746	4.5%
0.12	1743	4.5%
0.14	1697	4.3%
0.15	1637	4.2%
Other values (53)	20584	52.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	< 0.1%
0.01	101	0.3%
0.02	268	0.7%
0.03	745	1.9%
0.04	1078	2.8%
0.05	1387	3.5%
0.06	1588	4.1%
0.07	1792	4.6%
0.08	1930	4.9%
0.09	1746	4.5%

Value	Count	Frequency (%)
0.73	1	< 0.1%
0.63	2	< 0.1%
0.6	1	< 0.1%
0.59	1	< 0.1%
0.58	2	< 0.1%
0.57	2	< 0.1%
0.55	2	< 0.1%
0.54	1	< 0.1%
0.53	6	< 0.1%
0.52	3	< 0.1%

cb_person_default_on_file
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	38.3 KiB

False	33227
True	5871

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	33227	85.0%
True	5871	15.0%

cb_person_cred_hist_length
Real number (ℝ)

HIGH CORRELATION

Distinct	29
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8307075

Minimum	2
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	305.6 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	3
median	4
Q3	8
95-th percentile	14
Maximum	30
Range	28
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.0721567
Coefficient of variation (CV)	0.69839839
Kurtosis	3.6768174
Mean	5.8307075
Median Absolute Deviation (MAD)	2
Skewness	1.65413
Sum	227969
Variance	16.58246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
2	7154	18.3%
3	7058	18.1%
4	7020	18.0%
8	2368	6.1%
6	2294	5.9%
9	2286	5.8%
5	2265	5.8%
7	2235	5.7%
10	2210	5.7%
12	608	1.6%
Other values (19)	3600	9.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	7154	18.3%
3	7058	18.1%
4	7020	18.0%
5	2265	5.8%
6	2294	5.9%
7	2235	5.7%
8	2368	6.1%
9	2286	5.8%
10	2210	5.7%
11	577	1.5%

Value	Count	Frequency (%)
30	24	0.1%
29	12	< 0.1%
28	44	0.1%
27	34	0.1%
26	9	< 0.1%
25	23	0.1%
24	38	0.1%
23	24	0.1%
22	29	0.1%
21	20	0.1%

Auto

Heatmap
Table

	cb_person_cred_hist_length	cb_person_default_on_file	id	loan_amnt	loan_grade	loan_int_rate	loan_intent	loan_percent_income	person_age	person_emp_length	person_home_ownership	person_income
cb_person_cred_hist_length	1.000	0.019	-0.011	0.031	0.018	0.000	0.091	-0.041	0.806	0.037	0.035	0.099
cb_person_default_on_file	0.019	1.000	0.000	0.031	0.651	0.595	0.017	0.058	0.016	0.065	0.090	0.010
id	-0.011	0.000	1.000	-0.006	0.009	0.000	0.000	-0.004	-0.007	-0.004	0.000	-0.003
loan_amnt	0.031	0.031	-0.006	1.000	0.075	0.082	0.031	0.718	0.051	0.098	0.069	0.365
loan_grade	0.018	0.651	0.009	0.075	1.000	0.665	0.023	0.071	0.021	0.050	0.122	0.000
loan_int_rate	0.000	0.595	0.000	0.082	0.665	1.000	0.022	0.151	0.000	-0.112	0.130	-0.094
loan_intent	0.091	0.017	0.000	0.031	0.023	0.022	1.000	0.018	0.085	0.044	0.092	0.007
loan_percent_income	-0.041	0.058	-0.004	0.718	0.071	0.151	0.018	1.000	-0.050	-0.062	0.090	-0.327
person_age	0.806	0.016	-0.007	0.051	0.021	0.000	0.085	-0.050	1.000	0.063	0.038	0.139
person_emp_length	0.037	0.065	-0.004	0.098	0.050	-0.112	0.044	-0.062	0.063	1.000	0.167	0.225
person_home_ownership	0.035	0.090	0.000	0.069	0.122	0.130	0.092	0.090	0.038	0.167	1.000	0.029
person_income	0.099	0.010	-0.003	0.365	0.000	-0.094	0.007	-0.327	0.139	0.225	0.029	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	id	person_age	person_income	person_home_ownership	person_emp_length	loan_intent	loan_grade	loan_amnt	loan_int_rate	loan_percent_income	cb_person_default_on_file	cb_person_cred_hist_length
0	58645	23	69000	RENT	3.0	HOMEIMPROVEMENT	F	25000	15.76	0.36	N	2
1	58646	26	96000	MORTGAGE	6.0	PERSONAL	C	10000	12.68	0.10	Y	4
2	58647	26	30000	RENT	5.0	VENTURE	E	4000	17.19	0.13	Y	2
3	58648	33	50000	RENT	4.0	DEBTCONSOLIDATION	A	7000	8.90	0.14	N	7
4	58649	26	102000	MORTGAGE	8.0	HOMEIMPROVEMENT	D	15000	16.32	0.15	Y	4
5	58650	23	66000	RENT	5.0	EDUCATION	D	22000	14.09	0.33	N	2
6	58651	26	75000	OWN	10.0	PERSONAL	B	8000	10.62	0.11	N	4
7	58652	23	55000	MORTGAGE	6.0	PERSONAL	A	6250	6.76	0.12	N	2
8	58653	32	29124	RENT	0.0	PERSONAL	C	7200	13.11	0.26	Y	6
9	58654	22	90000	RENT	4.0	DEBTCONSOLIDATION	C	10000	13.49	0.11	Y	3

	id	person_age	person_income	person_home_ownership	person_emp_length	loan_intent	loan_grade	loan_amnt	loan_int_rate	loan_percent_income	cb_person_default_on_file	cb_person_cred_hist_length
39088	97733	40	72400	RENT	4.0	PERSONAL	D	25000	14.09	0.35	N	14
39089	97734	24	42000	RENT	2.0	EDUCATION	D	19000	17.27	0.47	N	4
39090	97735	36	49000	RENT	4.0	VENTURE	C	16750	13.98	0.33	N	15
39091	97736	25	68000	MORTGAGE	2.0	PERSONAL	B	2800	10.99	0.04	N	2
39092	97737	28	130000	RENT	3.0	PERSONAL	B	20000	11.14	0.15	N	9
39093	97738	22	31200	MORTGAGE	2.0	DEBTCONSOLIDATION	B	3000	10.37	0.10	N	4
39094	97739	22	48000	MORTGAGE	6.0	EDUCATION	A	7000	6.03	0.15	N	3
39095	97740	51	60000	MORTGAGE	0.0	PERSONAL	A	15000	7.51	0.25	N	25
39096	97741	22	36000	MORTGAGE	4.0	PERSONAL	D	14000	15.62	0.39	Y	4
39097	97742	31	45000	RENT	6.0	DEBTCONSOLIDATION	B	19450	9.91	0.44	N	9

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample